{"id":"W2887645607","doi":"10.1177/2235042x18789508","title":"Protocol for a program of research from the Aging, Community and Health Research Unit","year":2018,"lang":"en","type":"article","venue":"Journal of Comorbidity","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; McMaster University; Impact","funders":"","keywords":"Psychological intervention; Context (archaeology); Unit (ring theory); Nursing; Implementation research; Medicine; Health care; Medical education; Psychology; Knowledge management; Gerontology; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01481891,0.00008052186,0.0002957865,0.0001817518,0.0005383737,0.00007219023,0.0003914922,0.00003911918,0.0001065548],"category_scores_gemma":[0.000838733,0.00004971639,0.000074306,0.0003973882,0.001194916,0.0001005906,0.0002638279,0.001163667,0.000002347834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001294707,"about_ca_system_score_gemma":0.001082873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001751362,"about_ca_topic_score_gemma":0.0005643925,"domain_scores_codex":[0.9968134,0.001336989,0.0004458747,0.00009207649,0.0009741226,0.0003375557],"domain_scores_gemma":[0.9960348,0.001149467,0.000277816,0.000492907,0.001860056,0.0001849488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004856881,0.006190008,0.06992823,0.004471696,0.0006230033,0.00004092155,0.008142725,0.000001531512,0.0003347625,0.005021944,0.8098148,0.09057356],"study_design_scores_gemma":[0.008499995,0.01563852,0.4287893,0.00261417,0.00006096253,0.00003466762,0.00986831,0.0002674297,0.0007600166,0.02414205,0.5092264,0.00009820159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7682244,0.0002410368,0.0001733256,0.03938444,0.00014498,0.18336,0.00003871044,0.00003927173,0.00839391],"genre_scores_gemma":[0.9849814,0.00004336148,0.001618228,0.0002183428,0.00101708,0.01188018,0.000006794647,0.00002020254,0.0002144475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3588611,"threshold_uncertainty_score":0.513597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7451419228364631,"score_gpt":0.6467414239262967,"score_spread":0.09840049891016633,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}